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基于相干点漂移的图像配准算法 被引量:1

Image Registration Algorithm Based on Coherent Point Drifting
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摘要 为解决图像配准问题,结合点集GMM建模思想和相干点漂移思想的影响,设计了一种新的点集配准目标函数。首先对特征点集进行归一化处理,然后利用似然函数梯度下降求解配准参数,同时剔除不满足匹配要求的溢出点,利用实际图像序列对算法进行了验证,结果表明该方法具有良好的性能。 For settling the problem of image registration, a new points registration objective function was de- signed with effects of the GMM modeling principles and coherent point drift rules. Firstly, normalizing the feature points, registration parameters are solved by gradient descending of likelihood function and then the overflow points which cannot meet the requirements the registration are removed. The arithmetic is verified with the actual image sequence that results show good performance.
作者 宋翠 陈夏萌
出处 《科学技术与工程》 北大核心 2013年第13期3768-3773,共6页 Science Technology and Engineering
关键词 运动平台估计 背景补偿 图像配准 相干点漂移 point drift motion platform estimate background compensating image registration coherent
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参考文献12

  • 1Besl P, McKay N. A method for registration of 3D shapes. IEEE Transaetions on Pattern Analysis and Machine Intelligence, 1992;14(2) :239-256.
  • 2谷继兵.三维扫描系统中点云的拼接及补孔的研究.南京:东南大学硕士学位论文,2007.
  • 3侯晴宇,武春风,赵明,逯力红,张伟.基于似然函数最速下降的红外与可见光图像配准[J].光子学报,2011,40(3):433-437. 被引量:4
  • 4白茹意,周明全,邓擎琼.基于ICP和CPD的颅骨自动配准算法[J].计算机技术与发展,2011,21(2):120-122. 被引量:6
  • 5Rusinkiewicz S, Levoy M. Efficient variants of the ICP algorithm. The First International Conference on 3D Imaging and Modeling. Quebec City, Canada, 2001 : 145-152.
  • 6Liu Y. Improving ICP with easy implementation for freeform surface matching. Pattern Recognition, 2004 ; 37 (2) :211-226.
  • 7Yan P, Bowyer K W. A fast algorithm for ICP-based 3D shape bio- metrics. Computer Vision and Image Understanding, 2007 ; 107 ( 3 ) : 195 -202.
  • 8Myronenko A, Song X, Carreira-Perpinan M. Nonrigid point set reg- istration:Coherent point drift. In: SchElkopf B, Platt J, Hoffman T. Advances in Neural Information Process-ing Systems Cambridge, MA : MIT Press, 2007.
  • 9王爱平,张功营,刘方.EM算法研究与应用[J].计算机技术与发展,2009,19(9):108-110. 被引量:62
  • 10马世骁,张国忠,徐万红.基于并行工程的科学仪器共用网络实践[J].东北大学学报(自然科学版),2003,24(11):1082-1084. 被引量:3

二级参考文献44

  • 1王源,陈亚军.基于高斯混合模型的EM学习算法[J].山西师范大学学报(自然科学版),2005,19(1):46-49. 被引量:18
  • 2郭伟,查建中.并行设计基础理论的研究[J].计算机辅助设计与制造,1995(11):5-10. 被引量:9
  • 3宋玉银,蔡复之,孟庆国,张伯鹏.产品并行设计技术研究[J].计算机集成制造系统-CIMS,1996,2(3):11-14. 被引量:12
  • 4高峰,文贡坚,吕金建.基于干线对的红外与可见光最优图像配准算法[J].计算机学报,2007,30(6):1014-1021. 被引量:26
  • 5孙大飞,Dempster A P, Laird N M, et al. Maximum likelihood from Incomplete data via the EM algorithm[J ]. Journal of the Royal Statistical Society, Series B, 1997,39(1) :1-38.
  • 6Meng X L, Rubin D B. Recent Extension to the EM algorithm[M]. Bayesian Statistics 4. Oxford: Oxford University Press, 1992: 307 - 320.
  • 7Andrieu C,Doucet A. Online Expection- Maximization Type Algorithms for Parameter Estimation in General State Space Models[C]//in Proc. IEEE Int. Conf. Aooustics, Speech, and Signal Processing. [s. l. ] : [s. n. ] ,2003:69- 72.
  • 8贾沛璋,朱征桃.最优估计及其应用[M].北京:科学出版社,1994.
  • 9Parzen E. On the estimation of a probability density function andmode [ J ]. Annals of Mathematical Statistics, 1962,33 : 1065 - 1076.
  • 10Wang A P, Wang H. Minimising entropy and mean tracking control for affine nonlinear and non - Gaussian dynamic stochastic system[J]. IEE Proceedings Control Theory & Application, 2005,151 (4) : 405 - 520.

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